Conceptions and Experiences of Paternal Involvement among Quebec Fathers: A Dual Parental Experience
Bibliographic record
Abstract
In Quebec, social changes have reshaped family roles and social expectations for fathers. This article examines Quebec fathers’ conceptions of their paternal role and their experience of paternal involvement. Twenty-six fathers (n = 26) participated in five group interviews. Thematic analysis of their discourse shows that their paternal experience is rooted in various conceptions of the paternal role. Many issues are experienced as dualities: the complexity of inventing a paternal role without having models, being present with their child while being providers, recognizing themselves as fathers despite lack of recognition from family or social circles, and wanting to take action with their child yet being unable to do so. The importance assigned to paternal involvement by fathers in this study shows their desire to develop and maintain paternal engagement during the preschool period, and it highlights the necessity of adapting family services to better support fathers through the transition to fatherhood.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".